{"id":"https://openalex.org/W4304481271","doi":"https://doi.org/10.1109/tnnls.2022.3208942","title":"A Reinforcement Learning Approach for Flexible Job Shop Scheduling Problem With Crane Transportation and Setup Times","display_name":"A Reinforcement Learning Approach for Flexible Job Shop Scheduling Problem With Crane Transportation and Setup Times","publication_year":2022,"publication_date":"2022-10-10","ids":{"openalex":"https://openalex.org/W4304481271","doi":"https://doi.org/10.1109/tnnls.2022.3208942","pmid":"https://pubmed.ncbi.nlm.nih.gov/36215382"},"language":"en","primary_location":{"id":"doi:10.1109/tnnls.2022.3208942","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnnls.2022.3208942","pdf_url":null,"source":{"id":"https://openalex.org/S4210175523","display_name":"IEEE Transactions on Neural Networks and Learning Systems","issn_l":"2162-237X","issn":["2162-237X","2162-2388"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Neural Networks and Learning Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100715725","display_name":"Yu Du","orcid":"https://orcid.org/0000-0002-3263-0141"},"institutions":[{"id":"https://openalex.org/I28006308","display_name":"Shandong Normal University","ror":"https://ror.org/01wy3h363","country_code":"CN","type":"education","lineage":["https://openalex.org/I28006308"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yu Du","raw_affiliation_strings":["School of Information Science and Engineering, Shandong Normal University, Jinan, China"],"raw_orcid":"https://orcid.org/0000-0002-3263-0141","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Shandong Normal University, Jinan, China","institution_ids":["https://openalex.org/I28006308"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Junqing Li","orcid":"https://orcid.org/0000-0001-8440-9601"},"institutions":[{"id":"https://openalex.org/I196934937","display_name":"Liaocheng University","ror":"https://ror.org/03yh0n709","country_code":"CN","type":"education","lineage":["https://openalex.org/I196934937"]},{"id":"https://openalex.org/I28006308","display_name":"Shandong Normal University","ror":"https://ror.org/01wy3h363","country_code":"CN","type":"education","lineage":["https://openalex.org/I28006308"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junqing Li","raw_affiliation_strings":["School of Information Science and Engineering, Shandong Normal University, Jinan, China","School of Computer Science, Liaocheng University, Liaocheng, China"],"raw_orcid":"https://orcid.org/0000-0001-8440-9601","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Shandong Normal University, Jinan, China","institution_ids":["https://openalex.org/I28006308"]},{"raw_affiliation_string":"School of Computer Science, Liaocheng University, Liaocheng, China","institution_ids":["https://openalex.org/I196934937"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023987464","display_name":"Chengdong Li","orcid":"https://orcid.org/0000-0002-9680-3523"},"institutions":[{"id":"https://openalex.org/I44445938","display_name":"Shandong Jianzhu University","ror":"https://ror.org/01gbfax37","country_code":"CN","type":"education","lineage":["https://openalex.org/I44445938"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chengdong Li","raw_affiliation_strings":["School of Information and Electrical Engineering, Shandong Jianzhu University, Jinan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information and Electrical Engineering, Shandong Jianzhu University, Jinan, China","institution_ids":["https://openalex.org/I44445938"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083815344","display_name":"Peiyong Duan","orcid":"https://orcid.org/0000-0003-4283-4049"},"institutions":[{"id":"https://openalex.org/I18452120","display_name":"Yantai University","ror":"https://ror.org/01rp41m56","country_code":"CN","type":"education","lineage":["https://openalex.org/I18452120"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peiyong Duan","raw_affiliation_strings":["School of Mathematics and Information Sciences, Yantai University, Yantai, China"],"raw_orcid":"https://orcid.org/0000-0003-4283-4049","affiliations":[{"raw_affiliation_string":"School of Mathematics and Information Sciences, Yantai University, Yantai, China","institution_ids":["https://openalex.org/I18452120"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":16.7588,"has_fulltext":false,"cited_by_count":179,"citation_normalized_percentile":{"value":0.99482838,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"35","issue":"4","first_page":"5695","last_page":"5709"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10551","display_name":"Scheduling and Optimization Algorithms","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10551","display_name":"Scheduling and Optimization Algorithms","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12782","display_name":"Assembly Line Balancing Optimization","score":0.9905999898910522,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11814","display_name":"Advanced Manufacturing and Logistics Optimization","score":0.9869999885559082,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/job-shop-scheduling","display_name":"Job shop scheduling","score":0.693580150604248},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.691710352897644},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.6850951910018921},{"id":"https://openalex.org/keywords/weighting","display_name":"Weighting","score":0.5934051871299744},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.5820753574371338},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.5776044726371765},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.29144150018692017},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.12546038627624512},{"id":"https://openalex.org/keywords/schedule","display_name":"Schedule","score":0.11882144212722778}],"concepts":[{"id":"https://openalex.org/C55416958","wikidata":"https://www.wikidata.org/wiki/Q6206757","display_name":"Job shop scheduling","level":3,"score":0.693580150604248},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.691710352897644},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.6850951910018921},{"id":"https://openalex.org/C183115368","wikidata":"https://www.wikidata.org/wiki/Q856577","display_name":"Weighting","level":2,"score":0.5934051871299744},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.5820753574371338},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.5776044726371765},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.29144150018692017},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.12546038627624512},{"id":"https://openalex.org/C68387754","wikidata":"https://www.wikidata.org/wiki/Q7271585","display_name":"Schedule","level":2,"score":0.11882144212722778},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tnnls.2022.3208942","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnnls.2022.3208942","pdf_url":null,"source":{"id":"https://openalex.org/S4210175523","display_name":"IEEE Transactions on Neural Networks and Learning Systems","issn_l":"2162-237X","issn":["2162-237X","2162-2388"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Neural Networks and Learning Systems","raw_type":"journal-article"},{"id":"pmid:36215382","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/36215382","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on neural networks and learning systems","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.8899999856948853}],"awards":[{"id":"https://openalex.org/G4479741524","display_name":null,"funder_award_id":"2021CXGC011205","funder_id":"https://openalex.org/F4320333596","funder_display_name":"Key Technology Research and Development Program of Shandong"},{"id":"https://openalex.org/G8113203457","display_name":null,"funder_award_id":"62173216","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320333596","display_name":"Key Technology Research and Development Program of Shandong","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":48,"referenced_works":["https://openalex.org/W1970176495","https://openalex.org/W1981064269","https://openalex.org/W2028145591","https://openalex.org/W2144821292","https://openalex.org/W2145339207","https://openalex.org/W2240785302","https://openalex.org/W2559793483","https://openalex.org/W2618749399","https://openalex.org/W2740985535","https://openalex.org/W2765787256","https://openalex.org/W2792243022","https://openalex.org/W2898784498","https://openalex.org/W2901604987","https://openalex.org/W2924780984","https://openalex.org/W2932097000","https://openalex.org/W2946858898","https://openalex.org/W2951307174","https://openalex.org/W2979899262","https://openalex.org/W2985086102","https://openalex.org/W2985179209","https://openalex.org/W2989902167","https://openalex.org/W2997614609","https://openalex.org/W2997873913","https://openalex.org/W3000650451","https://openalex.org/W3002239905","https://openalex.org/W3009389630","https://openalex.org/W3010727653","https://openalex.org/W3021534971","https://openalex.org/W3024662528","https://openalex.org/W3026702414","https://openalex.org/W3026713809","https://openalex.org/W3029416730","https://openalex.org/W3034462283","https://openalex.org/W3036481609","https://openalex.org/W3036882732","https://openalex.org/W3037467778","https://openalex.org/W3040778284","https://openalex.org/W3042286978","https://openalex.org/W3043809918","https://openalex.org/W3046210884","https://openalex.org/W3048985025","https://openalex.org/W3081857699","https://openalex.org/W3082377584","https://openalex.org/W3089152325","https://openalex.org/W3093994124","https://openalex.org/W3103272000","https://openalex.org/W3139219031","https://openalex.org/W6784473743"],"related_works":["https://openalex.org/W2180954594","https://openalex.org/W2052835778","https://openalex.org/W2049003611","https://openalex.org/W2127804977","https://openalex.org/W2108418243","https://openalex.org/W164103134","https://openalex.org/W2040545019","https://openalex.org/W2787352659","https://openalex.org/W1970611213","https://openalex.org/W3204654320"],"abstract_inverted_index":{"Flexible":[0],"job":[1],"shop":[2],"scheduling":[3,136,185,214],"problem":[4,80],"(FJSP)":[5],"has":[6,32],"attracted":[7],"research":[8],"interests":[9],"as":[10],"it":[11],"can":[12,207],"significantly":[13],"improve":[14],"the":[15,79,100,111,119,132,135,144,148,153,180,193,198,205],"energy,":[16],"cost,":[17],"and":[18,57,65,87,95,125,151,162,190,195],"time":[19],"efficiency":[20],"of":[21,26,102,197],"production.":[22],"As":[23,117],"one":[24],"type":[25],"reinforcement":[27],"learning,":[28],"deep":[29,159],"Q-network":[30,160],"(DQN)":[31],"been":[33],"applied":[34,142],"to":[35,49,109,130,178],"solve":[36,50],"numerous":[37],"realistic":[38],"optimization":[39],"problems.":[40],"In":[41,155,170],"this":[42],"study,":[43],"a":[44,51],"DQN":[45,120,145,156,206],"model":[46],"is":[47,107,141],"proposed":[48,199],"multiobjective":[52],"FJSP":[53],"with":[54],"crane":[55,84,112],"transportation":[56,85,113],"setup":[58],"times":[59],"(FJSP-CS).":[60],"Two":[61],"objectives,":[62],"i.e.,":[63],"makespan":[64],"total":[66],"energy":[67],"consumption,":[68],"are":[69,97,128,168,176],"optimized":[70],"simultaneously":[71],"based":[72],"on":[73],"weighting":[74],"approach.":[75],"To":[76],"better":[77],"reflect":[78],"realities,":[81],"eight":[82],"different":[83],"stages":[86],"three":[88,172],"typical":[89],"machine":[90],"states":[91],"including":[92],"processing,":[93],"setup,":[94],"standby":[96],"investigated.":[98],"Considering":[99],"complexity":[101],"FJSP-CS,":[103,203],"an":[104],"identification":[105],"rule":[106],"designed":[108,129],"organize":[110],"in":[114,134,143,201],"solution":[115,181],"decoding.":[116],"for":[118],"model,":[121],"12":[122],"state":[123],"features":[124,133],"seven":[126],"actions":[127],"describe":[131],"process.":[137],"A":[138],"novel":[139],"structure":[140],"topology,":[146],"saving":[147],"calculation":[149],"resources":[150],"improving":[152],"performance.":[154],"training,":[157],"double":[158],"technique":[161],"soft":[163],"target":[164],"weight":[165],"update":[166],"strategy":[167],"used.":[169],"addition,":[171],"reported":[173],"improvement":[174],"strategies":[175],"adopted":[177],"enhance":[179],"qualities":[182],"by":[183],"adjusting":[184],"assignments.":[186],"Extensive":[187],"computational":[188],"tests":[189],"comparisons":[191],"demonstrate":[192],"effectiveness":[194],"advantages":[196],"method":[200],"solving":[202],"where":[204],"choose":[208],"appropriate":[209],"dispatching":[210],"rules":[211],"at":[212],"various":[213],"situations.":[215]},"counts_by_year":[{"year":2026,"cited_by_count":30},{"year":2025,"cited_by_count":83},{"year":2024,"cited_by_count":41},{"year":2023,"cited_by_count":23},{"year":2022,"cited_by_count":2}],"updated_date":"2026-07-17T09:13:05.818461","created_date":"2025-10-10T00:00:00"}